Yes — familiarity alone raises attractiveness ratings
In studies of the mere-exposure effect, people rate faces they've seen before as more attractive than faces they're seeing for the first time. Repeated, neutral exposure alone nudges the rating upward — which helps explain why people often grow on us.
